IMDB Top 250 Movies

Variables

Numeric

  • Num, Year, Released, Runtime, Metascore, imdbRating, imdbVote, imdbID

Text

  • Title, Genre, Director, Writer, Actor, Plot, Language, Country, Awards, Type, DVD, BoxOffice, Production, Websites

DataMunging Pt1

Type Modification

  • Runtime -> “123min”
  • BoxOffice -> “$1,234,567”
  • imdbVoting -> “1,234,567”

DataMunging Pt2

Data Split

  • Genre -> “Drama, Action”
  • Actor -> “Tim Robbins, Morgan Freeman”
  • Writer -> “Mario Puzo (screenplay)”
  • Language -> “English, Italian, Latin”
  • Country -> “USA, UK”
  • Awards -> “Won 3 Oscars. Another 23 wins & 27 nominations.”

DataMunging Pt3

Removed

  • Released
  • Plot
  • imdbID
  • Type
  • DVD
  • Website

DataMunging Pt4

Consistency and Completeness

##          Num        Title         Year      Runtime     Director       Writer 
##        1.000        1.000        1.000        1.000        1.000        0.996 
##    Metascore   imdbRating    imdbVotes    BoxOffice   Production  First Actor 
##        0.708        1.000        1.000        0.300        1.000        1.000 
## Second Actor  Third Actor Fourth Actor       Awards  Nominations  First Genre 
##        1.000        1.000        1.000        1.000        1.000        1.000 
## Second Genre  Third Genre           l1           l2           l3           l4 
##        0.908        0.632        1.000        0.496        0.224        0.088 
##           l5           l6           l7           c1           c2           c3 
##        0.032        0.012        0.004        1.000        0.296        0.088 
##           c4           c5           c6           c7           c8           c9 
##        0.024        0.012        0.004        0.004        0.004        0.004

Exploratory Data Analysis

1D Analysis

  • Observe characteristics of single variable
  • Present all included variables

Year

  • Mean: 1982.676, SD: 24.80921

Runtime

  • Mean: 126.808, SD: 29.76338

Directors Pt1

  • Unique Directors: 155

Directors Pt2

##                     x freq
## 4    Alfred Hitchcock    9
## 9        Billy Wilder    7
## 14    Charles Chaplin    5
## 16  Christopher Nolan    7
## 36        Frank Capra    4
## 86    Martin Scorsese    7
## 108 Quentin Tarantino    4
## 115      Ridley Scott    4
## 134   Stanley Kubrick    8
## 136  Steven Spielberg    7

Directors Pt3

Writers Pt1

  • Unique Writers: 213
##                     x freq
## 27    Charles Chaplin    5
## 158 Quentin Tarantino    4
## 185  Stanley Kubrick     6
## 187     Stephen King     4

Writers Pt2

Metascore

  • Mean: 80.0452, SD: 11.03034

imbdRating

  • Mean: 8.244, SD: 0.2457347

imbdVotes

  • Mean: 431401.3, SD: 367703.3

boxoffice

  • Mean: 158727934, SD: 169133912

Production Pt1

  • Unique Productions: 89

Production Pt2

##                                           x freq
## 1                          20th Century Fox   15
## 9                      Buena Vista Pictures    4
## 11                        Columbia Pictures   10
## 41                                      MGM    9
## 45                            Miramax Films    7
## 46                          New Line Cinema    6
## 55                       Paramount Pictures   17
## 62                            Sony Pictures    5
## 72 Twentieth Century Fox Home Entertainment    4
## 73                           United Artists   15
## 78                       Universal Pictures   14
## 81                     Walt Disney Pictures    8
## 82                             Warner Bros.   10
## 83                    Warner Bros. Pictures   27

Production Pt3

Actors and Actress Pt1

  • Actors and Actress: 773
##                   x freq
## 10        Al Pacino    4
## 97    Carrie Fisher    4
## 101      Cary Grant    5
## 106 Charles Chaplin    4
## 120  Christian Bale    4
## 281   Harrison Ford    7

Actors and Actress Pt2

Awards Pt1

  • Mean: 29.44, SD: 40.12799

Awards Pt2

  • 28 movies with 75 awards or more
##                                                Title Awards imdbRating
## 1:                                   The Dark Knight    153        9.0
## 2:                                  Schindler's List     78        8.9
## 3:     The Lord of the Rings: The Return of the King    208        8.9
## 4: The Lord of the Rings: The Fellowship of the Ring    117        8.8
## 5:                                         Inception    154        8.8
## 6:             The Lord of the Rings: The Two Towers    120        8.7

Nominations Pt1

  • Mean: 40.308, SD: 52.18792

Nominations Pt2

  • 25 movies with 120 nominations or more
##                                                Title Nominations imdbRating
## 1:                                   The Dark Knight         153        9.0
## 2:     The Lord of the Rings: The Return of the King         122        8.9
## 3: The Lord of the Rings: The Fellowship of the Ring         124        8.8
## 4:                                         Inception         203        8.8
## 5:             The Lord of the Rings: The Two Towers         138        8.7
## 6:                                      Interstellar         142        8.6

Awards and Nominations Pt1

  • 34 movies with 75+ awards or 120+ nominations
##                                                Title Awards Nominations
## 1:                                   The Dark Knight    153         153
## 2:                                  Schindler's List     78          33
## 3:     The Lord of the Rings: The Return of the King    208         122
## 4: The Lord of the Rings: The Fellowship of the Ring    117         124
## 5:                                         Inception    154         203
## 6:             The Lord of the Rings: The Two Towers    120         138
##    imdbRating
## 1:        9.0
## 2:        8.9
## 3:        8.9
## 4:        8.8
## 5:        8.8
## 6:        8.7

Awards and Nominations Pt2

  • 6 movies with 75- awards and 120+ nominations
##                      Title Awards Nominations imdbRating
## 1:            Interstellar     42         142        8.6
## 2:        Django Unchained     58         151        8.4
## 3: The Wolf of Wall Street     38         170        8.2
## 4:               Gone Girl     64         177        8.1
## 5:      The Imitation Game     45         150        8.1
## 6:             The Martian     34         187        8.0

Awards and Nominations Pt3

  • 19 movies with 75+ awards and 120- nominations
##                                                Title Awards Nominations
## 1:                                   The Dark Knight    153         153
## 2:     The Lord of the Rings: The Return of the King    208         122
## 3: The Lord of the Rings: The Fellowship of the Ring    117         124
## 4:                                         Inception    154         203
## 5:             The Lord of the Rings: The Two Towers    120         138
## 6:                                      The Departed     96         134
##    imdbRating
## 1:        9.0
## 2:        8.9
## 3:        8.8
## 4:        8.8
## 5:        8.7
## 6:        8.5

Awards and Nominations Pt4

  • 6 movies with 75- awards and 120+ nominations
##                      Title Awards Nominations imdbRating
## 1:            Interstellar     42         142        8.6
## 2:        Django Unchained     58         151        8.4
## 3: The Wolf of Wall Street     38         170        8.2
## 4:               Gone Girl     64         177        8.1
## 5:      The Imitation Game     45         150        8.1
## 6:             The Martian     34         187        8.0

Genre

  • Unique Genres: 24

Language Pt1

  • Unique Language: 44
##             x freq
## 3      Arabic    8
## 5   Cantonese    4
## 8     English  250
## 10     French   41
## 11     German   32
## 18    Italian   17
## 19   Japanese    6
## 21      Latin   13
## 31    Russian   12
## 35    Spanish   31
## 40 Vietnamese    4

Language Pt2

Country Pt1

  • Unique Countries: 31
##            x freq
## 1  Australia    6
## 4     Canada    6
## 7     France   12
## 8    Germany   11
## 12   Ireland    4
## 13     Italy    4
## 27        UK   55
## 29       USA  233

Country Pt2

Number of Awards, BoxOffice, and imbdRatings Pt1

Number of Awards, BoxOffice, and imbdRatings Pt2

Nominations and imdbRatings

Nominations and Year

Nominations and imdbRatings Pt3

IMDB Ratings and Production Company

Awards and Production

Correlation Pt 1

##                    Year     Runtime   Metascore imdbRating   imdbVotes
## Year         1.00000000  0.17938049 -0.34085225 0.04549597  0.53623097
## Runtime      0.17938049  1.00000000 -0.06702619 0.24776081  0.24974676
## Metascore   -0.34085225 -0.06702619  1.00000000 0.17211994 -0.09800265
## imdbRating   0.04549597  0.24776081  0.17211994 1.00000000  0.65668014
## imdbVotes    0.53623097  0.24974676 -0.09800265 0.65668014  1.00000000
## BoxOffice    0.33354876  0.16853031  0.07890235 0.12349854  0.38711525
## Awards       0.47198940  0.19118929  0.30717283 0.19979238  0.44580066
## Nominations  0.61632678  0.18631483  0.11100696 0.08192601  0.47425298
##              BoxOffice    Awards Nominations
## Year        0.33354876 0.4719894  0.61632678
## Runtime     0.16853031 0.1911893  0.18631483
## Metascore   0.07890235 0.3071728  0.11100696
## imdbRating  0.12349854 0.1997924  0.08192601
## imdbVotes   0.38711525 0.4458007  0.47425298
## BoxOffice   1.00000000 0.1831188  0.20620724
## Awards      0.18311879 1.0000000  0.84812343
## Nominations 0.20620724 0.8481234  1.00000000

Correlation Pt 2

ImdbRating and MetaScore

  • Correlation Coefficient: 0.172

ImdbRating and Year

  • Correlation Coefficient: 0.045

ImdbRating and Runtime

  • Correlation Coefficient: 0.248

ImdbRating and ImdbVotes

  • Correlation Coefficient: 0.657

ImdbRating and BoxOffice

  • Correlation Coefficient: 0.657

ImdbRating and Awards

  • Correlation Coefficient: 0.200

ImdbRating and Nominations

  • Correlation Coefficient: 0.082

ImdbRatings and Genre

Questions

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